Formalitas Bertingkat, Upah Berjenjang: Membaca Kualitas Kerja di Indonesia dengan Pendekatan Multinomial Logit
DOI:
https://doi.org/10.26740/independent.v5i3.74218Keywords:
employment status, wage level, formal and informal sectors, job quality, SakernasAbstract
Job quality is a central concern in Indonesia’s labor development as the dominance of informal employment and wage inequality suggest that job creation has not always been accompanied by improvements in job quality. This study examines the determinants of employment status by wage level by classifying workers into three categories: informal (base outcome), low-wage formal, and high-wage formal. Using Indonesia’s National Labor Force Survey (SAKERNAS) 2023, the analysis covers 508,340 working-age individuals (≥15 years) with complete information. A multinomial logistic regression is employed and interpreted using average marginal effects. The results indicate that being male, having secondary and especially tertiary education, residing in urban areas, and working full-time increase the probability of high-wage formal employment. Persons with disabilities and part-time workers are less likely to access high-wage formal jobs and are more likely to remain in informal employment. Age exhibits a non-linear (inverted U-shaped) pattern, while the previous sector reflects labor market segmentation and skill mismatch. In conclusion, labor policy should prioritize not only job expansion but also job-quality upgrading through education, relevant skill development, inclusive formal job creation, and more even regional opportunities.
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Abobaker, M. Y. (2025). Empowering Persons With Disabilities in Saudi Arabia: Strengthen Compliance With the International Convention on the Rights of Persons With Disabilities in Employment Opportunities From the Perspective of Sdgs. Journal of Lifestyle and SDG’S Review, 5(2), 1–19. https://doi.org/10.47172/2965-730X.SDGsReview.v5.n02.pe02968
Agresti, A. (2012). Categorical Data Analysis (3rd Edition) (pp. 293–323). Wiley.
Agusalim, L., Siregar, H., Anggraeni, L., & Mulatsih, S. (2025). The Heterogeneous Effects of a Minimum Wage Policy on Hours Worked and Real Wages in Indonesia. Economic Research Guardian, 15(1), 88–115.
Badan Pusat Statistik (BPS). (2023). Keadaan Angkatan Kerja di Indonesia.
Bartoll, X., & Ramos, R. (2020). Working hour mismatch , job quality , and mental well ‑ being across the EU28 : a multilevel approach. International Archives of Occupational and Environmental Health, 93(6), 733–745. https://doi.org/10.1007/s00420-020-01529-2
Becker, G. S. (1993). Human Capital: A Theoretical and Empirical Analysis, with Special Reference to Education (3rd ed.). University of Chicago Press. https://doi.org/http://dx.doi.org/10.7208/chicago/9780226041223.001.0001
Belo, F., Li, J., Lin, X., & Zhao, X. (2017). Labor-Force Heterogeneity and Asset Prices: The Importance of Skilled Labor. The Review of Financial Studies, 30(10), 3669–3709. https://doi.org/10.1093/rfs/hhx070
Cameron, L. (2023). Bulletin of Indonesian Economic Studies Gender Equality and Development : Indonesia in a Global Context. Bulletin of Indonesian Economic Studies, 59(2), 179–207. https://doi.org/10.1080/00074918.2023.2229476
Cantillo, T., Cantillo, V., Garcia, L., & Cantillo-Garcia, V. (2022). Uncovering the wage differential between formal and informal jobs : Analysis from the Colombian Caribbean region. Latin American Economic Review, 31, 1–25. https://doi.org/10.47872/laer.v31.24
Cataldi, A., Kampelmann, S., & Rycx, F. (2012). Does it pay to be productive? The case of age groups. International Journal of Manpower, 33(3), 264–283. https://doi.org/10.1108/01437721211234156
Chakkaravarthy, A. P., & J., D. (2025). Reskilling and Upskilling for a Digital Future. In Innovating Cost-Efficient and Scalable Business Models in the Digital Era (pp. 153–190). https://doi.org/10.4018/979-8-3373-2120-2.ch006
Chaplitskaya, A., Heijman, W., & Ophem, J. Van. (2024). Regional Sustainability Exploring well-being disparities between urban and rural areas : A case study in the Stavropol Territory , Russia. Regional Sustainability, 5(1). https://doi.org/10.1016/j.regsus.2024.100114
Chau, H., Bana, S. H., Bouvier, B., & Frank, M. R. (2023). Connecting higher education to workplace activities and earnings. PLoS ONE, 18. https://doi.org/10.1371/journal.pone.0282323
Eberlein, L., Pavlopoulos, D., & Garnier-villarreal, M. (2024). Starting flexible , always flexible ? The relation of early temporary employment and young workers employment trajectories in the Netherlands. Research in Social Stratification and Mobility, 89. https://doi.org/10.1016/j.rssm.2023.100861
Erissa, D., & Widinarsih, D. (2022). Akses Penyandang Disabilitas Terhadap Pekerjaan: Kajian Literatur. Jurnal Pembangunan Manusia, 3(1). https://doi.org/10.7454/jpm.v3i1.1027
Galván, E. (2021). Gender Identity and Quality of Employment. Economica, 89(354), 409–436. https://doi.org/10.1111/ecca.12401
Gindling, T. H., Hasnain, Z., Newhouse, D., & Shi, R. (2020). Are public sector workers in developing countries overpaid? Evidence from a new global dataset. World Development, 126, 104737. https://doi.org/10.1016/j.worlddev.2019.104737
Gladden, T., & Taber, C. (2009). The relationship between wage growth and wage levels. Journal of Applied Econometrics, 24(6), 914–932. https://doi.org/10.1002/jae.1072
Glinskaya, E., & Lokshin, M. (2007). Wage differentials between the public and private sectors in India. Journal of International Development, 19(3), 333–355. https://doi.org/10.1002/jid.1326
Gollin, D., Kirchberger, M., Lagakos, D., Donaldson, D., Doss, C., Faber, B., Fafchamps, M., Hodler, R., Jack, D., Jack, K., Kahn, M., Kinney, P., Krishnan, P., Larreguy, H., Ligon, E., Neidell, M., Ramondo, N., Small, C., Sturm, D., … Weil, D. (2021). Do urban wage premia reflect lower amenities ? Evidence from Africa. Journal of Urban Economics, 121. https://doi.org/10.1016/j.jue.2020.103301
Greene, W. H. (2003). Econometric analysis (5th Edition). Prentice Hall.
Ho, P. (2023). SKILLS AND RURAL-URBAN WAGE DIFFERENCES IN AUSTRALIA. Australasian Journal of Regional Studies, 29(2), 185–206.
Horváth, G. (2020). The Impact of Marital Status on Job Finding: A Field Experiment in the Chinese Labor Market. B.E. Journal of Economic Analysis and Policy, 20(4). https://doi.org/10.1515/bejeap-2019-0364
Huang, G., Yang, Y., Lei, Y., & Yang, J. (2023). Differences in Subjective Well-Being between Formal and Informal Workers in Urban China. International Journal of Environmental Research and Public Health, 20(1), 49. https://doi.org/10.3390/ijerph20010149
Jordan, A. H., & Zitek, E. M. (2012). Marital Status Bias in Perceptions of Employees. Basic and Applied Social Psychology, 34(5), 474–481. https://doi.org/10.1080/01973533.2012.711687
Kirova, A. (2011). Evolution of the human capital doctrine. Ikonomicheski Izsledvania, 20(4), 94–131.
Levitsky, M. (2019). Occupational Health and Informal Work. In Global Occupational Safety and Health Management Handbook (1st Editio, p. 10).
Maxwell, N. L. (2007). Smoothing the transition from school to work: Building job skills for a local labor market. In Improving School-to-Work Transitions (pp. 247–282).
Maxwell, N. L. (2008). Wage Differentials, Skills, and Institutions in Low-Skill Jobs. Industrial and Labor Relations Review, 61(3), 394–409. https://doi.org/10.1177/001979390806100307
Mayer, H., Habersetzer, A., & Meili, R. (2016). Rural – Urban Linkages and Sustainable Regional Development : The Role of Entrepreneurs in Linking Peripheries and Centers. Sustainability (Switzerland), 8(8). https://doi.org/10.3390/su8080745
Mehta, B. S., & Awasthi, I. C. (2022). Dynamics of Urban Labour Market and Informality. Indian Journal of Labour Economics, 65, 19–37. https://doi.org/DOI: 10.1007/s41027-022-00354-0
Mondal, R., & Chattopadhyay, S. (2023). Jobless Growth in the Informal Sector The ‘Unemployment Kuznets Curve’ in India. Economic and Political Weekly, 58(25–26), 71–80.
Nackerdien, F., & Yu, D. (2019). A panel data analysis of the formal-informal sector labour market linkages in South Africa. Development Southern Africa, 36(3), 329–350. https://doi.org/10.1080/0376835X.2018.1487830
Najafi, N., & Esfahanian, H. (2021). Formal versus Informal Labor Market Segmentation in Iran. Iranian Economic Review, 25(4), 829–848. https://doi.org/10.22059/ier.2021.85007
Nguyen, C. V. (2013). The impact of minimum wages on employment of low-wage workers: Evidence from Vietnam. Economics of Transition, 21(3), 583–615. https://doi.org/10.1111/ecot.12022
Piasna, A. (2020). Standards of good work in the organisation of working time: Fragmentation and the intensification of work across sectors and occupations. Management Revue, 31(2), 259–284. https://doi.org/10.5771/0935-9915-2020-2-259
Plum, A. (2019). The British low-wage sector and the employment prospects of the unemployed. Applied Economics, 51(13), 1411–1432. https://doi.org/10.1080/00036846.2018.1527454
Pouliakas, K., & Theodossiou, I. (2010). Differences in the job satisfaction of high-paid and low-paid workers across Europe. International Labour Review, 149(1), 1–29. https://doi.org/10.1111/j.1564-913X.2010.00073.x
Pratomo, D. S., & Manning, C. (2022). Structural Change and Formal Sector Employment Growth in Indonesia. Journal of Southeast Asian Economies, 39(1), 1–20. https://doi.org/DOI:10.1355/ae39-1a
Pratomo, D. S., Ningsih, D. N. C., Fahadayna, A. C., Athoillah, M., Arisetyawan, K., & Prastiwi, L. F. (2024). Employment Mobility in East Java During the COVID-19 Pandemic. Journal of Population and Social Studies, 32, 130–143. https://doi.org/10.25133/JPSSV322024.008
Pusch, T., & Rehm, M. (2017). Positive Effects of the German Minimum Wage on Job Quality and Employee Job Satisfaction. Wirtschaftsdienst, 97(6), 409–414. https://doi.org/10.1007/s10273-017-2152-z
Qiu, J., Wang, W., & CHANG, F.-H. (1990). An Investigation of Skill Requirements in the Labor Market : Evidence from Online Job Posting in China. ACM International Conference Proceeding Series, 97–103. https://doi.org/10.1145/3578997.3579009
Ramachandra, S. S., G.V.S., M., B.R., S., P, K. A., Pant, H. B., & John, N. (2017). Factors influencing employment and employability for persons with disability: Insights from a City in South India. Indian Journal of Occupational and Environmental Medicine, 21(1), 36–41. https://doi.org/10.4103/ijoem.IJOEM_44_16
Scarfe, R., & Singleton, C. (2024). The age‐wage‐productivity puzzle: Evidence from thecareers of top earners. Economic Inquiry, 62(2), 584–606. https://doi.org/10.1111/ecin.13191
Schmelzer, P., Gundert, S., & Hohendanner, C. (2015). The Role of Fixed-Term Contracts at Labour Market Entry in Germany: Screening or Flexibility? Kolner Zeitschrift Fur Soziologie Und Sozialpsychologie, 67(2), 243–267. https://doi.org/10.1007/s11577-015-0305-x
Uzyakova, E. S. (2022). Informal Employment and Its Impact on Population ’ s Income and Labor Productivity. Studies on Russian Economic Development, 33(6), 716–722. https://doi.org/10.1134/S1075700722060156
Velden, R. van der, & Bijlsma, I. (2016). College wage premiums and skills: a cross-country analysis. Oxford Review of Economic Policy, 32(4), 497–513. https://doi.org/10.1093/oxrep/grw027
Vieira, J. C., Menezes, A., & Gabriel, P. (2005). Low pay, higher pay and job quality: empirical evidence for Portugal. Applied Economics Letters, 12(8), 505–511. https://doi.org/10.1080/13504850500109907
Wascher, W. (2015). Minimum Wages. In International Encyclopedia of the Social & Behavioral Sciences: Second Edition (pp. 561–565). Elsevier Inc. https://doi.org/10.1016/B978-0-08-097086-8.94038-8
Yahmed, S. Ben. (2018). Formal but Less Equal. Gender Wage Gaps in Formal and Informal Jobs in Urban Brazil. World Development, 101, 73–87. https://doi.org/10.1016/j.worlddev.2017.08.012
Yanru, Z., Zhonglei, Y., Zhiqiang, H., & Changhong, M. (2021). The influence of urban amenities, economic opportunities and city size on the spatial distribution of highly educatedworkers in china. Tropical Geography, 41(2), 243–255. https://doi.org/10.13284/j.cnki.rddl.003331
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